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Summary

This collection consists of a dearth of phantom scans on large samples. This data collection contains 100 scanners using three protocols. This provides population data that can be used to quantify inter-scanner variability. This data can be used to determine how robust specific radiomics or other quantitative imaging signatures are.

Protocol

Computed tomography scans were acquired on 100 scanners at 35 clinics: 51 GE scanners, 20 Philips scanners, 11 Toshiba scanners, and 1 Philips and Neusoft Medical System scanner. The commonly used chest and head protocols of the local clinic were acquired without changing the protocol parameters. Additionally, a controlled protocol was acquired that was designed to minimize radiomics feature differences between manufacturers. The settings for the controlled protocol were: tube voltage, 120 kV(p); tube current, 200 mA∙s; helical scan type; spiral pitch factor, 1.0; 50-cm display field of view; and image thickness, 3 mm (except for GE scanners, which used an image thickness of 2.5 mm). The convolution kernel was standard for GE; C for Philips; B31f, B31s for Siemens; and FC08 for Toshiba. However, the kernel used for the Toshiba scans switched from FC18 (six scanners) to FC08 (five scanners) halfway through owing to a study by Mackin et al. (Medical Physics, 2018) that found the FC08 kernel to match the GE standard kernel best. K-means clustering showed that the scanners did not cluster by kernel type, thus all Toshiba scanners were included.

There were 94 scanners that had a controlled protocol scan that could be used: 48 GE, 18 Philips, 17 Siemens, and 11 Toshiba scanners; 93 scanners that had a local chest protocol scan that could be used: 47 GE, 19 Philips, 17 Siemens, and 10 Toshiba scanners; and 88 scanners that had a local head protocol scan that could be used: 46 GE, 18 Philips, 14 Siemens, and 10 Toshiba scanners. The various reasons that scans could not be used were as follows: the field of view did not encompass all the cartridges, the scan extent did not cover the length of the phantom, and the scan was acquired with variable image thickness.


In addition to the DICOM images 

Related publications:  "Comprehensive Investigation on Controlling for CT Imaging Variabilities in Radiomics Studies" by Ger et al. Scientific Reports, 2018.        


This data set was provided to TCIA by Authors: Rachel Ger, Shouhao Zhou, Pai-Chun Chi, Hannah Lee, Rick Layman, Kyle Jones, David Goff, Carlos Cardenas, Clifton Fuller, Rebecca Howell, Heng Li, Jason Stafford, Laurence Court, Dennis Mackin.


Data Access

Click the Download button to save a ".tcia" manifest file to your computer, which you must open with the NBIA Data Retriever. Click the Search button to open our Data Portal, where you can browse the data collection and/or download a subset of its contents.

Data TypeDownload all or Query/Filter
Images (DICOM, 13.4GB)

 

Acquisition & reconstruction settings

Click the Versions tab for more info about data releases.

Detailed Description

Collection Statistics

Updated

Modalities

RT STRUCT, CT

Number of Patients

95

Number of Studies

113

Number of Series

550

Number of Images

25,612

Image Size (GB)13.4

Supporting Documentation and Metadata

Acquisition parameters for the phantom scans in this Collection:

Citations & Data Usage Policy 

This collection is freely available to browse, download, and use for commercial, scientific and educational purposes as outlined in the Creative Commons Attribution 3.0 Unported License.  See TCIA's Data Usage Policies and Restrictions for additional details. Questions may be directed to help@cancerimagingarchive.net.

Please be sure to include the following citations in your work if you use this data set:

Data Citation

Ger, R, Zhou S, Chi PC, Lee H, Layman R, Jones K, Goff D, Cardenas C, Fuller C, Howell R, Li H, Stafford J, Court L, Mackin D. (2019). Data From The Cancer Imaging Archive. http://doi.org/

TCIA Citation

Clark K, Vendt B, Smith K, Freymann J, Kirby J, Koppel P, Moore S, Phillips S, Maffitt D, Pringle M, Tarbox L, Prior F. The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository, Journal of Digital Imaging, Volume 26, Number 6, December, 2013, pp 1045-1057. (paper)


Other Publications Using This Data

TCIA maintains a list of publications which leverage our data.If you have a publication you'd like to add please contact the TCIA Helpdesk.

Version 1 (Current): Updated  

Data TypeDownload all or Query/Filter
Images (DICOM, 13.4 GB)

 

(Requires NBIA Data Retriever.)

Acquisition & reconstruction settings

41598_2018_31509_Fig1

Axial views from a computed tomography scan of the radiomics phantom used. The cartridges are (a) 50% acrylonitrile butadiene styrene (ABS), 25% acrylic beads, and 25% polyvinyl chloride (PVC) pieces (percentages are by weight), (b) 50% ABS and 50% PVC pieces, (c) 50% ABS and 50% acrylic beads, (d) hemp seeds in polyurethane, (e) shredded rubber, and (f) dense cork.
The high-density polystyrene buildup is seen outside the cartridges with dimensions of 28cm×21cm×22cm. The cartridges had a diameter of 10.8 cm. Window width: 1600, window level: -300.

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